Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	97275
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.6 MiB
Average record size in memory	136.0 B

Variable types

Numeric	16
Categorical	1

Warnings

`sema_diff` is highly correlated with `lema_diff`	High correlation
`lema_diff` is highly correlated with `sema_diff`	High correlation
`small_sema_slope` is highly correlated with `long_sema_slope`	High correlation
`long_sema_slope` is highly correlated with `small_sema_slope`	High correlation
`spread_avg` has 94637 (97.3%) zeros	Zeros
`tick_sd` has 37680 (38.7%) zeros	Zeros
`sema_diff` has 46828 (48.1%) zeros	Zeros
`lema_diff` has 50467 (51.9%) zeros	Zeros
`diff` has 28962 (29.8%) zeros	Zeros
`avg_gain` has 44661 (45.9%) zeros	Zeros
`avg_loss` has 44646 (45.9%) zeros	Zeros
`ssma_diff` has 51439 (52.9%) zeros	Zeros
`lsma_diff` has 55268 (56.8%) zeros	Zeros
`sma_diff` has 76974 (79.1%) zeros	Zeros
`max_gap` has 38468 (39.5%) zeros	Zeros
`min_gap` has 37555 (38.6%) zeros	Zeros
`ema_diff` has 90921 (93.5%) zeros	Zeros

Reproduction

Analysis started	2021-02-06 07:11:27.004599
Analysis finished	2021-02-06 07:12:05.154423
Duration	38.15 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

spread_avg
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.674119764 × 10⁶
Minimum	0
Maximum	0.0011
Zeros	94637
Zeros (%)	97.3%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.0011
Range	0.0011
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.553916608 × 10⁵
Coefficient of variation (CV)	6.951097873
Kurtosis	189.9811448
Mean	3.674119764 × 10⁶
Median Absolute Deviation (MAD)	0
Skewness	10.76549844
Sum	0.3574
Variance	6.522490038 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	94637	97.3%
0.0001	2005	2.1%
0.0002	428	0.4%
0.0003	154	0.2%
0.0004	34	< 0.1%
0.0005	5	< 0.1%
0.0006	4	< 0.1%
0.0007	3	< 0.1%
0.0008	3	< 0.1%
0.001	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94637	97.3%
0.0001	2005	2.1%
0.0002	428	0.4%
0.0003	154	0.2%
0.0004	34	< 0.1%

Value	Count	Frequency (%)
0.0011	1	< 0.1%
0.001	1	< 0.1%
0.0008	3	< 0.1%
0.0007	3	< 0.1%
0.0006	4	< 0.1%

tick_sd
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.583705988 × 10⁵
Minimum	0
Maximum	0.0014
Zeros	37680
Zeros (%)	38.7%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0001
Q3	0.0001
95-th percentile	0.0001
Maximum	0.0014
Range	0.0014
Interquartile range (IQR)	0.0001

Descriptive statistics

Standard deviation	5.970141431 × 10⁵
Coefficient of variation (CV)	0.9068055958
Kurtosis	18.67945787
Mean	6.583705988 × 10⁵
Median Absolute Deviation (MAD)	0
Skewness	1.593747527
Sum	6.4043
Variance	3.564258871 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.0001	56103	57.7%
0	37680	38.7%
0.0002	2936	3.0%
0.0003	375	0.4%
0.0004	100	0.1%
0.0005	29	< 0.1%
0.0006	24	< 0.1%
0.0007	11	< 0.1%
0.001	5	< 0.1%
0.0012	4	< 0.1%
Other values (4)	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37680	38.7%
0.0001	56103	57.7%
0.0002	2936	3.0%
0.0003	375	0.4%
0.0004	100	0.1%

Value	Count	Frequency (%)
0.0014	1	< 0.1%
0.0012	4	< 0.1%
0.0011	2	< 0.1%
0.001	5	< 0.1%
0.0009	3	< 0.1%

sema_diff
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.00462606 × 10⁷
Minimum	-0.0011
Maximum	0.0015
Zeros	46828
Zeros (%)	48.1%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0011
5-th percentile	-0.0001
Q1	-0.0001
median	0
Q3	0.0001
95-th percentile	0.0001
Maximum	0.0015
Range	0.0026
Interquartile range (IQR)	0.0002

Descriptive statistics

Standard deviation	9.60454422 × 10⁵
Coefficient of variation (CV)	-479.1189943
Kurtosis	5.928257963
Mean	-2.00462606 × 10⁷
Median Absolute Deviation (MAD)	0.0001
Skewness	0.05739741494
Sum	-0.0195
Variance	9.224726967 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	46828	48.1%
0.0001	21678	22.3%
-0.0001	20958	21.5%
-0.0002	3291	3.4%
0.0002	2992	3.1%
-0.0003	571	0.6%
0.0003	456	0.5%
-0.0004	147	0.2%
0.0004	143	0.1%
-0.0005	54	0.1%
Other values (15)	157	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0011	1	< 0.1%
-0.001	2	< 0.1%
-0.0008	4	< 0.1%
-0.0007	14	< 0.1%
-0.0006	30	< 0.1%

Value	Count	Frequency (%)
0.0015	1	< 0.1%
0.0013	1	< 0.1%
0.0012	1	< 0.1%
0.0011	2	< 0.1%
0.001	1	< 0.1%

lema_diff
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-5.345669494 × 10⁸
Minimum	-0.001
Maximum	0.0013
Zeros	50467
Zeros (%)	51.9%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.001
5-th percentile	-0.0001
Q1	-0
median	-0
Q3	0
95-th percentile	0.0001
Maximum	0.0013
Range	0.0023
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.894294186 × 10⁵
Coefficient of variation (CV)	-1663.831667
Kurtosis	5.494937795
Mean	-5.345669494 × 10⁸
Median Absolute Deviation (MAD)	0
Skewness	0.0525030109
Sum	-0.0052
Variance	7.910846907 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	50467	51.9%
0.0001	20626	21.2%
-0.0001	20013	20.6%
-0.0002	2615	2.7%
0.0002	2377	2.4%
-0.0003	441	0.5%
0.0003	373	0.4%
-0.0004	110	0.1%
0.0004	94	0.1%
0.0005	45	< 0.1%
Other values (12)	114	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.001	1	< 0.1%
-0.0009	2	< 0.1%
-0.0008	1	< 0.1%
-0.0007	8	< 0.1%
-0.0006	19	< 0.1%

Value	Count	Frequency (%)
0.0013	1	< 0.1%
0.0011	2	< 0.1%
0.001	3	< 0.1%
0.0008	4	< 0.1%
0.0007	9	< 0.1%

diff
Real number (ℝ)

ZEROS

Distinct	46
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.220508867 × 10⁷
Minimum	-0.0024
Maximum	0.0038
Zeros	28962
Zeros (%)	29.8%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0024
5-th percentile	-0.0002
Q1	-0.0001
median	0
Q3	0.0001
95-th percentile	0.0002
Maximum	0.0038
Range	0.0062
Interquartile range (IQR)	0.0002

Descriptive statistics

Standard deviation	0.0001649373894
Coefficient of variation (CV)	-742.7909514
Kurtosis	11.28646993
Mean	-2.220508867 × 10⁷
Median Absolute Deviation (MAD)	0.0001
Skewness	0.1276926376
Sum	-0.0216
Variance	2.720434241 × 10⁸
Monotocity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
-0	28962	29.8%
0.0001	20765	21.3%
-0.0001	19997	20.6%
-0.0002	9072	9.3%
0.0002	8968	9.2%
0.0003	3146	3.2%
-0.0003	3055	3.1%
-0.0004	1068	1.1%
0.0004	931	1.0%
-0.0005	373	0.4%
Other values (36)	938	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0024	1	< 0.1%
-0.0022	1	< 0.1%
-0.0021	1	< 0.1%
-0.002	1	< 0.1%
-0.0019	2	< 0.1%

Value	Count	Frequency (%)
0.0038	1	< 0.1%
0.0025	1	< 0.1%
0.0024	2	< 0.1%
0.0022	1	< 0.1%
0.0021	1	< 0.1%

avg_gain
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.628578772 × 10⁵
Minimum	0
Maximum	0.0005
Zeros	44661
Zeros (%)	45.9%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0001
Q3	0.0001
95-th percentile	0.0001
Maximum	0.0005
Range	0.0005
Interquartile range (IQR)	0.0001

Descriptive statistics

Standard deviation	5.464090768 × 10⁵
Coefficient of variation (CV)	0.9707762811
Kurtosis	0.4772623481
Mean	5.628578772 × 10⁵
Median Absolute Deviation (MAD)	0
Skewness	0.4174148373
Sum	5.4752
Variance	2.985628792 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0.0001	50826	52.2%
0	44661	45.9%
0.0002	1497	1.5%
0.0003	239	0.2%
0.0004	45	< 0.1%
0.0005	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44661	45.9%
0.0001	50826	52.2%
0.0002	1497	1.5%
0.0003	239	0.2%
0.0004	45	< 0.1%

Value	Count	Frequency (%)
0.0005	7	< 0.1%
0.0004	45	< 0.1%
0.0003	239	0.2%
0.0002	1497	1.5%
0.0001	50826	52.2%

avg_loss
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.652428682 × 10⁵
Minimum	0
Maximum	0.0007
Zeros	44646
Zeros (%)	45.9%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0001
Q3	0.0001
95-th percentile	0.0001
Maximum	0.0007
Range	0.0007
Interquartile range (IQR)	0.0001

Descriptive statistics

Standard deviation	5.496195102 × 10⁵
Coefficient of variation (CV)	0.9723599202
Kurtosis	0.8847705382
Mean	5.652428682 × 10⁵
Median Absolute Deviation (MAD)	0
Skewness	0.4444679813
Sum	5.4984
Variance	3.02081606 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.0001	50562	52.0%
0	44646	45.9%
0.0002	1845	1.9%
0.0003	177	0.2%
0.0004	32	< 0.1%
0.0005	7	< 0.1%
0.0006	4	< 0.1%
0.0007	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44646	45.9%
0.0001	50562	52.0%
0.0002	1845	1.9%
0.0003	177	0.2%
0.0004	32	< 0.1%

Value	Count	Frequency (%)
0.0007	2	< 0.1%
0.0006	4	< 0.1%
0.0005	7	< 0.1%
0.0004	32	< 0.1%
0.0003	177	0.2%

rsi
Real number (ℝ_≥0)

Distinct	90531
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.09417742
Minimum	0
Maximum	99.9999
Zeros	6
Zeros (%)	< 0.1%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	20.44418
Q1	36.80385
median	49.9514
Q3	63.203
95-th percentile	80.31747
Maximum	99.9999
Range	99.9999
Interquartile range (IQR)	26.39915

Descriptive statistics

Standard deviation	18.23571151
Coefficient of variation (CV)	0.3640285647
Kurtosis	-0.5069269952
Mean	50.09417742
Median Absolute Deviation (MAD)	13.1937
Skewness	0.02980853398
Sum	4872911.108
Variance	332.5411741
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.9999	19	< 0.1%
0	6	< 0.1%
64.8222	4	< 0.1%
55.1098	4	< 0.1%
34.8115	4	< 0.1%
51.9719	4	< 0.1%
49.0983	4	< 0.1%
55.7081	4	< 0.1%
45.7921	4	< 0.1%
54.2679	4	< 0.1%
Other values (90521)	97218	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.1311	1	< 0.1%
0.134	1	< 0.1%
0.3523	1	< 0.1%
0.3666	1	< 0.1%

Value	Count	Frequency (%)
99.9999	19	< 0.1%
99.9725	1	< 0.1%
99.8059	1	< 0.1%
99.8029	1	< 0.1%
99.7942	1	< 0.1%

ssma_diff
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.467232074 × 10⁷
Minimum	-0.0011
Maximum	0.0009
Zeros	51439
Zeros (%)	52.9%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0011
5-th percentile	-0.0001
Q1	0
median	-0
Q3	0
95-th percentile	0.0001
Maximum	0.0009
Range	0.002
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.645992108 × 10⁵
Coefficient of variation (CV)	-350.4328676
Kurtosis	4.430447189
Mean	-2.467232074 × 10⁷
Median Absolute Deviation (MAD)	0
Skewness	0.01963178616
Sum	-0.024
Variance	7.475317954 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	51439	52.9%
0.0001	20194	20.8%
-0.0001	19901	20.5%
-0.0002	2454	2.5%
0.0002	2254	2.3%
-0.0003	383	0.4%
0.0003	345	0.4%
-0.0004	109	0.1%
0.0004	74	0.1%
0.0005	34	< 0.1%
Other values (10)	88	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0011	1	< 0.1%
-0.0009	1	< 0.1%
-0.0008	3	< 0.1%
-0.0007	3	< 0.1%
-0.0006	10	< 0.1%

Value	Count	Frequency (%)
0.0009	1	< 0.1%
0.0008	8	< 0.1%
0.0007	11	< 0.1%
0.0006	16	< 0.1%
0.0005	34	< 0.1%

lsma_diff
Real number (ℝ)

ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.806476484 × 10⁷
Minimum	-0.0011
Maximum	0.0008
Zeros	55268
Zeros (%)	56.8%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0011
5-th percentile	-0.0001
Q1	0
median	0
Q3	0
95-th percentile	0.0001
Maximum	0.0008
Range	0.0019
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.989898031 × 10⁵
Coefficient of variation (CV)	-284.694993
Kurtosis	4.391854056
Mean	-2.806476484 × 10⁷
Median Absolute Deviation (MAD)	0
Skewness	0.009993661051
Sum	-0.0273
Variance	6.383847054 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	55268	56.8%
0.0001	18846	19.4%
-0.0001	18817	19.3%
-0.0002	1825	1.9%
0.0002	1726	1.8%
-0.0003	313	0.3%
0.0003	263	0.3%
-0.0004	76	0.1%
0.0004	56	0.1%
0.0005	26	< 0.1%
Other values (8)	59	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0011	1	< 0.1%
-0.0008	1	< 0.1%
-0.0007	6	< 0.1%
-0.0006	7	< 0.1%
-0.0005	16	< 0.1%

Value	Count	Frequency (%)
0.0008	2	< 0.1%
0.0007	7	< 0.1%
0.0006	19	< 0.1%
0.0005	26	< 0.1%
0.0004	56	0.1%

sma_diff
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.734515549 × 10⁷
Minimum	-0.0007
Maximum	0.0006
Zeros	76974
Zeros (%)	79.1%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0007
5-th percentile	-0.0001
Q1	-0
median	-0
Q3	0
95-th percentile	0.0001
Maximum	0.0006
Range	0.0013
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.914223281 × 10⁵
Coefficient of variation (CV)	-179.7109284
Kurtosis	6.050875374
Mean	-2.734515549 × 10⁷
Median Absolute Deviation (MAD)	0
Skewness	0.003526862233
Sum	-0.0266
Variance	2.414959045 × 10⁹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	76974	79.1%
-0.0001	9844	10.1%
0.0001	9707	10.0%
-0.0002	353	0.4%
0.0002	278	0.3%
-0.0003	47	< 0.1%
0.0003	42	< 0.1%
0.0004	12	< 0.1%
-0.0004	8	< 0.1%
0.0005	5	< 0.1%
Other values (3)	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0007	1	< 0.1%
-0.0005	2	< 0.1%
-0.0004	8	< 0.1%
-0.0003	47	< 0.1%
-0.0002	353	0.4%

Value	Count	Frequency (%)
0.0006	2	< 0.1%
0.0005	5	< 0.1%
0.0004	12	< 0.1%
0.0003	42	< 0.1%
0.0002	278	0.3%

max_gap
Real number (ℝ_≥0)

ZEROS

Distinct	36
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0001750717039
Minimum	0
Maximum	0.0049
Zeros	38468
Zeros (%)	39.5%
Memory size	760.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0001
Q3	0.0003
95-th percentile	0.0006
Maximum	0.0049
Range	0.0049
Interquartile range (IQR)	0.0003

Descriptive statistics

Standard deviation	0.0002291780514
Coefficient of variation (CV)	1.309052498
Kurtosis	17.51463623
Mean	0.0001750717039
Median Absolute Deviation (MAD)	0.0001
Skewness	2.742295057
Sum	17.0301
Variance	5.252257926 × 10⁸
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	38468	39.5%
0.0001	18180	18.7%
0.0002	14338	14.7%
0.0003	9798	10.1%
0.0004	6413	6.6%
0.0005	3970	4.1%
0.0006	2331	2.4%
0.0007	1448	1.5%
0.0008	801	0.8%
0.0009	480	0.5%
Other values (26)	1048	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38468	39.5%
0.0001	18180	18.7%
0.0002	14338	14.7%
0.0003	9798	10.1%
0.0004	6413	6.6%

Value	Count	Frequency (%)
0.0049	2	< 0.1%
0.0041	1	< 0.1%
0.0038	1	< 0.1%
0.0037	1	< 0.1%
0.0035	1	< 0.1%

min_gap
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0001751087124
Minimum	-0.0042
Maximum	0
Zeros	37555
Zeros (%)	38.6%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0042
5-th percentile	-0.0006
Q1	-0.0003
median	-0.0001
Q3	0
95-th percentile	0
Maximum	0
Range	0.0042
Interquartile range (IQR)	0.0003

Descriptive statistics

Standard deviation	0.0002248351011
Coefficient of variation (CV)	-1.283974384
Kurtosis	20.92643951
Mean	-0.0001751087124
Median Absolute Deviation (MAD)	0.0001
Skewness	-2.896363137
Sum	-17.0337
Variance	5.055082268 × 10⁸
Monotocity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	37555	38.6%
-0.0001	18359	18.9%
-0.0002	14640	15.1%
-0.0003	10321	10.6%
-0.0004	6732	6.9%
-0.0005	4044	4.2%
-0.0006	2206	2.3%
-0.0007	1275	1.3%
-0.0008	775	0.8%
-0.0009	461	0.5%
Other values (29)	907	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0042	3	< 0.1%
-0.0041	2	< 0.1%
-0.0037	2	< 0.1%
-0.0036	2	< 0.1%
-0.0035	3	< 0.1%

Value	Count	Frequency (%)
0	37555	38.6%
-0.0001	18359	18.9%
-0.0002	14640	15.1%
-0.0003	10321	10.6%
-0.0004	6732	6.9%

small_sema_slope
Real number (ℝ)

HIGH CORRELATION

Distinct	90577
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3816632814
Minimum	-89.3214
Maximum	89.3537
Zeros	0
Zeros (%)	0.0%
Memory size	760.1 KiB

Quantile statistics

Minimum	-89.3214
5-th percentile	-85.16269
Q1	-77.05445
median	2.9331
Q3	77.07555
95-th percentile	84.98769
Maximum	89.3537
Range	178.6751
Interquartile range (IQR)	154.13

Descriptive statistics

Standard deviation	72.03570253
Coefficient of variation (CV)	188.741506
Kurtosis	-1.833594382
Mean	0.3816632814
Median Absolute Deviation (MAD)	76.6232
Skewness	-0.0123551797
Sum	37126.2957
Variance	5189.142439
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.9679	5	< 0.1%
80.7001	5	< 0.1%
-82.8755	4	< 0.1%
85.9865	4	< 0.1%
-84.3737	4	< 0.1%
-84.1086	4	< 0.1%
-83.319	4	< 0.1%
82.4657	4	< 0.1%
83.8463	4	< 0.1%
-84.0958	4	< 0.1%
Other values (90567)	97233	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-89.3214	1	< 0.1%
-89.2971	1	< 0.1%
-89.2218	1	< 0.1%
-89.0979	1	< 0.1%
-89.0924	1	< 0.1%

Value	Count	Frequency (%)
89.3537	1	< 0.1%
89.3536	1	< 0.1%
89.2805	1	< 0.1%
89.2754	1	< 0.1%
89.2468	1	< 0.1%

long_sema_slope
Real number (ℝ)

HIGH CORRELATION

Distinct	90758
Distinct (%)	93.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2796654649
Minimum	-89.2818
Maximum	89.266
Zeros	0
Zeros (%)	0.0%
Memory size	760.1 KiB

Quantile statistics

Minimum	-89.2818
5-th percentile	-84.9107
Q1	-76.41475
median	1.7959
Q3	76.45635
95-th percentile	84.74138
Maximum	89.266
Range	178.5478
Interquartile range (IQR)	152.8711

Descriptive statistics

Standard deviation	71.42078063
Coefficient of variation (CV)	255.3793356
Kurtosis	-1.825647137
Mean	0.2796654649
Median Absolute Deviation (MAD)	76.2495
Skewness	-0.009140784326
Sum	27204.4581
Variance	5100.927906
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.0612	5	< 0.1%
84.7738	5	< 0.1%
82.5631	5	< 0.1%
-77.8509	5	< 0.1%
-84.335	5	< 0.1%
81.3593	5	< 0.1%
82.5601	4	< 0.1%
83.2559	4	< 0.1%
83.5499	4	< 0.1%
-83.8987	4	< 0.1%
Other values (90748)	97229	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-89.2818	1	< 0.1%
-89.2705	1	< 0.1%
-89.1621	1	< 0.1%
-89.1297	1	< 0.1%
-89.0938	1	< 0.1%

Value	Count	Frequency (%)
89.266	1	< 0.1%
89.2562	1	< 0.1%
89.248	1	< 0.1%
89.2476	1	< 0.1%
89.2052	1	< 0.1%

ema_diff
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.909277821 × 10⁷
Minimum	-0.0004
Maximum	0.0003
Zeros	90921
Zeros (%)	93.5%
Memory size	760.1 KiB

Quantile statistics

Minimum	-0.0004
5-th percentile	0
Q1	0
median	-0
Q3	-0
95-th percentile	-0
Maximum	0.0003
Range	0.0007
Interquartile range (IQR)	-0

Descriptive statistics

Standard deviation	2.655253237 × 10⁵
Coefficient of variation (CV)	-91.26846595
Kurtosis	16.89019235
Mean	-2.909277821 × 10⁷
Median Absolute Deviation (MAD)	0
Skewness	-0.08299948553
Sum	-0.0283
Variance	7.050369754 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	90921	93.5%
-0.0001	3253	3.3%
0.0001	2960	3.0%
-0.0002	64	0.1%
0.0002	62	0.1%
0.0003	10	< 0.1%
-0.0003	4	< 0.1%
-0.0004	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0004	1	< 0.1%
-0.0003	4	< 0.1%
-0.0002	64	0.1%
-0.0001	3253	3.3%
0	90921	93.5%

Value	Count	Frequency (%)
0.0003	10	< 0.1%
0.0002	62	0.1%
0.0001	2960	3.0%
0	90921	93.5%
-0.0001	3253	3.3%

direction
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	760.1 KiB

same	76530
decrease	10637
increase	10108

Length

Max length	8
Median length	4
Mean length	4.85304549
Min length	4

Characters and Unicode

Total characters	472080
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	same
2nd row	same
3rd row	same
4th row	same
5th row	decrease

Value	Count	Frequency (%)
same	76530	78.7%
decrease	10637	10.9%
increase	10108	10.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
same	76530	78.7%
decrease	10637	10.9%
increase	10108	10.4%

Most occurring characters

Value	Count	Frequency (%)
e	128657	27.3%
s	97275	20.6%
a	97275	20.6%
m	76530	16.2%
c	20745	4.4%
r	20745	4.4%
d	10637	2.3%
i	10108	2.1%
n	10108	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	472080	100.0%

Most frequent character per category

Value	Count	Frequency (%)
e	128657	27.3%
s	97275	20.6%
a	97275	20.6%
m	76530	16.2%
c	20745	4.4%
r	20745	4.4%
d	10637	2.3%
i	10108	2.1%
n	10108	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	472080	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	128657	27.3%
s	97275	20.6%
a	97275	20.6%
m	76530	16.2%
c	20745	4.4%
r	20745	4.4%
d	10637	2.3%
i	10108	2.1%
n	10108	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	472080	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	128657	27.3%
s	97275	20.6%
a	97275	20.6%
m	76530	16.2%
c	20745	4.4%
r	20745	4.4%
d	10637	2.3%
i	10108	2.1%
n	10108	2.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	spread_avg	tick_sd	sema_diff	lema_diff	diff	avg_gain	avg_loss	rsi	ssma_diff	lsma_diff	sma_diff	max_gap	min_gap	small_sema_slope	long_sema_slope	ema_diff	direction
0	0.0001	0.0000	0.0000	0.0000	-0.0000	0.0000	0.0000	60.7942	0.0000	0.0000	0.0000	0.0000	-0.0001	70.6128	73.9442	0.0000	same
1	0.0001	0.0000	0.0000	0.0000	0.0000	0.0001	0.0000	62.4031	0.0000	0.0000	0.0000	0.0000	-0.0001	66.9888	69.3840	0.0000	same
2	0.0001	0.0000	0.0000	0.0000	-0.0000	0.0001	0.0000	66.4163	0.0000	0.0000	0.0000	0.0000	-0.0001	61.4326	64.5101	0.0000	same
3	0.0001	0.0000	-0.0000	-0.0000	-0.0001	0.0001	0.0000	62.3975	-0.0000	0.0000	0.0000	0.0001	0.0000	34.3602	48.1935	-0.0000	same
4	0.0000	0.0001	-0.0001	-0.0000	-0.0001	0.0001	0.0000	57.6051	-0.0000	-0.0000	-0.0000	0.0002	0.0000	-51.5325	-27.3533	-0.0000	decrease
5	0.0000	0.0001	-0.0001	-0.0001	-0.0003	0.0000	0.0001	44.7157	-0.0001	-0.0001	-0.0000	0.0005	0.0000	-79.4475	-74.5238	-0.0000	decrease
6	0.0000	0.0000	-0.0001	-0.0001	-0.0001	0.0000	0.0000	51.7796	-0.0001	-0.0001	-0.0000	0.0005	0.0000	-83.8210	-82.0735	-0.0000	decrease
7	0.0000	0.0001	-0.0002	-0.0002	-0.0003	0.0000	0.0001	32.2821	-0.0002	-0.0001	-0.0001	0.0007	0.0000	-85.6097	-84.8072	-0.0001	same
8	0.0000	0.0002	-0.0000	-0.0000	0.0002	0.0000	0.0001	34.3185	-0.0001	-0.0001	-0.0001	0.0004	-0.0002	-85.5224	-85.2469	-0.0000	same
9	0.0000	0.0001	-0.0000	-0.0000	-0.0001	0.0000	0.0001	29.8226	-0.0001	-0.0001	-0.0001	0.0002	-0.0002	-84.0414	-84.7329	-0.0000	same

Last rows

	spread_avg	tick_sd	sema_diff	lema_diff	diff	avg_loss	rsi	ssma_diff	lsma_diff	sma_diff	max_gap	min_gap	small_sema_slope	long_sema_slope	ema_diff	direction
97265	0.0000	0.0000	-0.0001	-0.0001	-0.0001	0.0001	21.3367	-0.0001	-0.0001	-0.0	0.0004	0.0000	-83.7900	-83.8918	-0.0	same
97266	0.0000	0.0000	-0.0001	-0.0001	-0.0000	0.0001	21.4106	-0.0001	-0.0001	-0.0	0.0003	0.0000	-83.4840	-83.6670	-0.0	same
97267	0.0000	0.0001	-0.0001	-0.0001	-0.0001	0.0001	19.3442	-0.0001	-0.0001	-0.0	0.0004	0.0000	-83.6508	-83.5229	-0.0	same
97268	0.0000	0.0001	-0.0000	-0.0000	0.0001	0.0001	11.0753	-0.0001	-0.0001	-0.0	0.0002	-0.0001	-82.6085	-82.9553	-0.0	same
97269	0.0000	0.0000	-0.0001	-0.0001	-0.0001	0.0001	10.7551	-0.0001	-0.0001	-0.0	0.0002	0.0000	-80.9346	-81.9282	-0.0	same
97270	0.0000	0.0001	0.0000	-0.0000	0.0001	0.0001	18.5846	-0.0000	-0.0000	-0.0	0.0001	-0.0001	-76.6986	-78.8993	-0.0	same
97271	0.0000	0.0001	-0.0000	-0.0000	-0.0001	0.0001	18.1345	-0.0000	-0.0000	-0.0	0.0001	0.0000	-70.7884	-75.4659	-0.0	same
97272	0.0000	0.0000	-0.0001	-0.0001	-0.0001	0.0001	17.7358	-0.0000	-0.0000	-0.0	0.0002	0.0000	-73.6280	-73.3139	-0.0	same
97273	0.0000	0.0001	-0.0001	-0.0001	-0.0001	0.0001	12.9851	-0.0001	-0.0000	-0.0	0.0003	0.0000	-77.0600	-76.3334	-0.0	decrease
97274	0.0001	0.0001	-0.0001	-0.0001	-0.0002	0.0001	13.0219	-0.0001	-0.0001	-0.0	0.0005	0.0000	-81.8753	-79.9184	-0.0	same

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows